🚀 Pipeline Results Report

Generated: /root/verbalize-sampling

Experiments: 5

Metrics: diversity, ngram, creative_writing_v3, length

📋 Experiment Configurations

NameTaskMethodModelResponsesTemperature
direct (samples=1)poemdirectopenai/gpt-4.1300.7
multi_turn [strict] (samples=5)poemmulti_turnopenai/gpt-4.1300.7
sequence [strict] (samples=5)poemsequenceopenai/gpt-4.1300.7
structure_with_prob [strict] (samples=5)poemstructure_with_probopenai/gpt-4.1300.7
combined [strict] (samples=5)poemcombinedopenai/gpt-4.1300.7

📝 Generation Examples

direct (samples=1)

Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  Not just in the easy hush of morning, but in the tangled dusk,  Where shadows stretch and silence thickens,  Where comfort tempts me to close my ears to your whisper.  You are the pulse beneath silence,  The gentle, unyielding nudge at the edge of every story  I tell myself for warmth.If I make a home for you in the quiet corners—  Let you echo through my doubt and certainty—  Perhaps, when my tongue stirs,  You will pour forth unbidden,  Clear as rainwater, fierce as wind,  Unadorned by pride or fear.But first, I must learn your voice:  The subtle tremor in a friend’s sigh,  The ache behind laughter,  The way my own heart stumbles at the threshold of honesty.  Only then, Truth,  Will I be ready to speak you—  Not as a burden, but as a gift,  Shared with the world,  And with myself.
Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  If I let your quiet footsteps echo through my days—  If I hush the world’s clamor, the rush of my own making,  And welcome your gentle presence in the simplest ways.  You do not shout or demand to be heard;  You wait, patient as sunlight on morning’s first dew,  In the hush between heartbeats, in the silence before speech,  You reside in the questions I dare to pursue.  Let me be a student of your subtle instruction,  Attuned to your whispers, alert to your cue.  May I not only parrot, but absorb your intention,  So what I proclaim is authentic and true.  For only by listening, with humility and care,  Can I hope to carry your torch in the dark—  To speak you, not as rumor, nor shadow, nor dare,  But as flame in my chest, as a spark to embark.  Truth! Let me listen, let me learn, let me grow—  So my words when I utter them, let your clear waters flow.
Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  If I tune my heart’s ear to your faintest whisper,  Letting your quiet clarity ripple through my days—  Not just in moments gilded with certainty,  But in the hush between questions,  When honesty is a trembling leaf.I will speak you not as weapon,  Nor as shield,  But as light that wends its way  Through tangled woods of thought.  For only by sitting with your shadow and shine  Can I hope to shape my words  To the measure of your music.Teach me to listen, Truth,  With patience for your slow unfolding—  To honor your arrival in the gray dawn,  In the simple yes, the trembling no,  In the silence that follows  When all easy answers fall away.Truth! I shall speak you if I am in habit of listening to you,  For the tongue is trained by the heart’s devotion,  And only those who hear your quiet song  Can give you voice,  And only those who welcome you  Can set you free.

multi_turn [strict] (samples=5)

Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'I was a grovelling creature once,'
Response:
I was a grovelling creature once,  Curled beneath the weight of stone,  My hands were roots, my voice was dust,  My dreams were not my own.  I scrawled apologies in mud,  Built shrines of fear and bone,  Sang hymns to silence, bit my tongue—  A kingdom overthrown.  But dawn is patient, bold, and bright,  It pries the shutters wide;  The shamed and shrouded, bent in night,  Are beckoned forth outside.  I rose, uncoiling limb and thought,  Shed skins of shadowed shame,  No longer gnawed by what I’m not—  But kindled by my name.  Now, spine unbowed and gaze unmasked,  I walk in open sun;  I was a grovelling creature once,  But now, at last, I run.
Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'I was a grovelling creature once,'
Response:
I was a grovelling creature once,  Spine pressed to the earth,  Counting the grains of dust,  Afraid to measure my worth.  I whispered wishes to the roots,  Tangled in hunger and need,  My world a tunnel of shadows,  My hope a slumbering seed.  But the rain came with insistence,  And the wind told stories of flight,  So I learned to lift my head,  To crave the touch of light.  Now I stand on uncertain legs,  Shaking but reaching high,  No longer bound to the burrow,  No longer cowering shy.  I was a grovelling creature once—  Now I taste the open air,  Rising, trembling, daring—  Finding courage everywhere.
Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'I was a grovelling creature once,'
Response:
I was a grovelling creature once,  Clinging to the cavern’s floor,  Afraid to speak my longing out,  Afraid of wanting more.  The world above was distant blue,  A tapestry I dared not touch;  I learned to make my home in dark,  Content with little, never much.  But something stirred within my bones,  A memory of flight,  A hunger for a braver dawn,  A thirst for open light.  I shed the skin of shrinking days,  Let go my whispered pleas,  And rose from earth with trembling will,  And knees that bent with ease.  Now, when I see the shadows fall  I do not bow or run—  I was a grovelling creature once,  But now I stand as one.

sequence [strict] (samples=5)

Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nLike a river that listens to rain and learns how to flow anew.\nWords are but echoes, hollow and thin, if not filled with your sound,\nYet, in the hush of honest moments, your footprints are found.\n\nLet me be still, let me be quiet, so I may hear your song,\nFor only in the gentle hearing does the voice of truth belong.\nThen, when the world demands my voice, I’ll let your wisdom through,\nTruth! I shall speak you, for I have learned to listen to you.', 'probability': 1.0}
Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nAs the river learns the tongue of stone by endless conversation,\nAs morning listens to the hush before its golden debut,\nSo must my heart be tuned to your quiet intonation.\n\nIf I let you dwell within my unguarded mind,\nNot as a guest, but as the very home itself,\nThen when the world asks, in moments undefined,\nMy words will echo you, drawn from an honest well.\n\nFor truth is not a banner, but a whisper in the night,\nHeard by those who pause and let go of the fight.', 'probability': 1.0}
Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nNot merely echoing the words others have cast like stones,\nBut pausing in the hush between heartbeats, letting you seep through,\nYou, unpolished, unvarnished, sitting gently in my bones.\nIf I have welcomed your shadow in the silence of my mind,\nLetting your difficult syllables settle in the dust of my days,\nThen, when I open my mouth, you will come forth unconfined,\nNot forced, but flowing, lighting the tangled, winding maze.', 'probability': 1.0}

structure_with_prob [strict] (samples=5)

Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
A whisper in the hush of morning, crisp and clean and true.
You linger at the edge of silence, waiting to be heard,
A gentle tap upon the conscience, a quietly persistent word.

If only I would let you in, not turn my head away,
You’d weave your golden thread through all the fabric of my day.
But habit is a stubborn thing, a muscle worn and worn,
And truth, unless invited in, is easy to be torn.

Let me tune my ear to honesty, and open up my mind,
Let me make a practice of the seeking, not just what I wish to find.
For only when I listen deep, with patience, grace, and care,
Will truth become my native tongue, and echo everywhere.
Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
As a river listens to the whisper of the stone,
Each ripple learning secrets only silence ever knew,
And echoing your honesty in currents of its own.
For words are but vessels, hollowed by the tongue,
Empty if not filled by the water of your voice.
So let me still the tempest, let me be among
The quiet ones who listen, before they make their choice.
Then, when I am called to speak, let my utterance ring clear,
Forged in the furnace of the things I’ve heard,
Let sincerity dispel the fog of fear,
And truth be the heartbeat pulsing in my word.
Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
Not merely chasing echoes of my own intent,
But pausing, ear to the hush where honesty blooms,
Where shadows of comfort are pierced by what is meant.

I cradle your syllables in the dusk of my mind,
Letting them ripple through the rivers of doubt,
Learning to decipher the softest of signs—
The whisper beneath what the world shouts.

If I invite you daily to sit at my table,
Will you gift me your candor, stripped of disguise?
May I offer you courage, if I am able,
And foster the habit of truth in my eyes?

So, truth, I promise, I will practice your song:
To listen, to learn, to admit when I'm wrong.

combined [strict] (samples=5)

Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'Fire up the sky with rocket sparks!'
Response:
Fire up the sky with rocket sparks!
Let midnight bloom in radiant arcs,
The hush of night, now torn and bright,
With thunder’s song and crimson light.

Children’s laughter rides the breeze,
Dreams awakened by pyrotechnic trees,
Each spark a wish cast far and wide,
Hope and wonder, side by side.

So let us gather, hearts ablaze,
Lift our chins and fix our gaze—
For in these showers of fleeting fire,
We glimpse the stars and our own desire.
Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'Fire up the sky with rocket sparks!'
Response:
Fire up the sky with rocket sparks!
Let the velvet night unravel in arcs,
Each burst a story, a wish, a shout,
A tapestry woven from joy and doubt.

On rooftops, faces tilt to the flame,
Eyes reflecting the fireworks’ game.
A symphony of colors, fierce and bold,
Chasing away the timid and cold.

We dance in the glow of sapphire and gold,
Hearts untethered, spirits retold.
In every explosion, a fragment of glee,
A memory carved for you and me.

So launch your rockets, ignite your dreams,
Let the heavens echo with laughter and screams.
Tonight, we are painters, the darkness our canvas—
Fire up the sky with hope that outlasts.
Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'Fire up the sky with rocket sparks!'
Response:
Fire up the sky with rocket sparks! 
Let’s summon the ancient gods of light, 
Who slumber in velvet, silent dark, 
And coax them to dance in fever-bright.

With each eruption, a heartbeat strong— 
A pulse that shouts, "We still belong!" 
We scribble our dreams in molten lines, 
Defiant against the march of time.

Let stardust rain on city streets, 
Where lovers and loners and children meet. 
In awe, we become unburdened souls, 
Bathed in brilliance, momentarily whole.

Let the rockets paint their fleeting art, 
A restless canvas, a racing heart. 
For in their flight, we glimpse the spark 
That smolders within the human dark.

So raise your eyes, ignite your cheers— 
For magic is real when wonder appears. 
And every burst in the midnight air 
Is proof of the beauty we all share.

📊 Results Summary

Diversity Results

Note: Detailed arrays excluded from table: pairwise_diversities
ExperimentAverage DiversityMin DiversityMax DiversityStd DiversityAverage Response LengthAverage Unique WordsAverage Vocabulary RichnessTotal Cost
direct (samples=1)0.05330.01820.15440.0144136.8947102.19970.75030.0118
multi_turn [strict] (samples=5)0.05890.02060.15680.0162126.248794.71930.75510.0108
sequence [strict] (samples=5)0.05300.01210.18700.017170.460058.18700.83100.0077
structure_with_prob [strict] (samples=5)0.07550.02200.20120.020189.898271.33280.79760.0072
combined [strict] (samples=5)0.08080.03250.14130.0196126.300093.15830.74680.0004

📈 Diversity Visualizations

Aggregate Metrics
Aggregate Metrics
Pairwise Diversities Distribution
Pairwise Diversities Distribution
Response Length Distribution
Response Length Distribution
Unique Words Distribution
Unique Words Distribution
Vocabulary Richness Distribution
Vocabulary Richness Distribution

Ngram Results

Note: Detailed arrays excluded from table: pairwise_rouge_l_scores
ExperimentAverage Rouge LMin Rouge LMax Rouge LStd Rouge LAverage Response Length
direct (samples=1)0.21010.08490.38260.0369136.8947
multi_turn [strict] (samples=5)0.21160.07960.38610.0377126.2487
sequence [strict] (samples=5)0.24570.09520.47540.045770.4600
structure_with_prob [strict] (samples=5)0.21570.05440.42750.042689.8982
combined [strict] (samples=5)0.21060.11160.35220.0446126.3000

📈 Ngram Visualizations

Aggregate Metrics
Aggregate Metrics
Pairwise Rouge L Scores Distribution
Pairwise Rouge L Scores Distribution
Response Length Distribution
Response Length Distribution

Creative_Writing_V3 Results

ExperimentAvg Surprising And CreativeAvg Overall Reader EngagementAvg Imagery And Descriptive QualityAvg Emotionally ComplexAvg Nuanced CharactersAvg Sentences Flow NaturallyAvg Well Earned Lightness Or DarknessAvg Average ScoreAvg Consistent Voicetone Of WritingAvg Elegant ProseAvg Emotionally EngagingAverage Score
direct (samples=1)0.55720.63700.71330.56670.43950.69550.61520.63600.79040.67740.65190.6346
multi_turn [strict] (samples=5)0.53800.61980.68900.54680.42630.69100.60010.62080.78060.66680.63550.6195
sequence [strict] (samples=5)0.48450.56630.63010.48010.36630.67200.54710.57160.74730.62690.57840.5701
structure_with_prob [strict] (samples=5)0.47510.56010.61650.47820.37110.66640.54080.56630.74290.62190.57680.5651
combined [strict] (samples=5)0.61620.66670.74460.60250.49160.70830.64120.66420.79960.68380.67500.6631

📈 Creative Writing V3 Visualizations

Average Score Distribution
Average Score Distribution
Aggregate Metrics
Aggregate Metrics
Consistent Voicetone Of Writing Distribution
Consistent Voicetone Of Writing Distribution
Elegant Prose Distribution
Elegant Prose Distribution
Emotionally Complex Distribution
Emotionally Complex Distribution
Emotionally Engaging Distribution
Emotionally Engaging Distribution
Imagery And Descriptive Quality Distribution
Imagery And Descriptive Quality Distribution
Nuanced Characters Distribution
Nuanced Characters Distribution
Overall Reader Engagement Distribution
Overall Reader Engagement Distribution
Sentences Flow Naturally Distribution
Sentences Flow Naturally Distribution
Well Earned Lightness Or Darkness Distribution
Well Earned Lightness Or Darkness Distribution

Length Results

ExperimentMean Token LengthMin Token LengthMax Token LengthTotal TokensNum Responses
direct (samples=1)194.644048.0000286.0000583932.00003000.0000
multi_turn [strict] (samples=5)178.1263102.0000254.0000534379.00003000.0000
sequence [strict] (samples=5)127.778067.0000234.0000383334.00003000.0000
structure_with_prob [strict] (samples=5)117.857857.0000188.0000353102.00002996.0000
combined [strict] (samples=5)167.1833101.0000248.000020062.0000120.0000

📈 Length Visualizations

Aggregate Metrics
Aggregate Metrics
Token Length Distribution
Token Length Distribution

📈 Overall Comparison

📈 Comparison Chart Visualizations

Comparison Chart
Comparison Chart